{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28c13579",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.font_manager import FontManager\n",
    "from matplotlib import gridspec\n",
    "import pandas as pd\n",
    "from mpl_toolkits.mplot3d.axes3d import Axes3D # 绘制3D图形的包\n",
    "from matplotlib import gridspec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "58fffc94",
   "metadata": {},
   "outputs": [],
   "source": [
    "score_g = pd.read_excel('./体测分数_女生.xls')\n",
    "score_b = pd.read_excel('./体测分数_男生.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "5513c6fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n",
      "d:\\python\\lib\\site-packages\\ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "# 剔除为0的数据，不算在内\n",
    "cond = score_b['男1000米跑'] == 0\n",
    "score_b['男1000米跑'][score_b['男1000米跑'] == 0] = np.nan\n",
    "score_b1 = pd.cut(score_b['男1000米跑'],bins = 3,labels= ['优','中','差']).value_counts()\n",
    "\n",
    "cond = score_b['男引体'] == 0\n",
    "score_b['男引体'][score_b['男引体'] == 0] = np.nan\n",
    "score_b2 = pd.cut(score_b['男引体'],bins = 3,labels= ['差','中','优']).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "0f0846da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男引体等级分布     ')"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x648 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,9))\n",
    "gs = gridspec.GridSpec(1,2) # 整张图片分成10份，10行\n",
    "plt.rcParams['font.family']  = 'KaiTi' # 全局设置，全都用楷体\n",
    "plt.rcParams['font.size']  = 18 # 全局设置，全都用楷体\n",
    "\n",
    "plt.subplot(gs[:,0]) # 男1000米跑-----------------------\n",
    "plt.pie(score_b1)\n",
    "_ = plt.pie(score_b1,autopct='%0.2f%%',\n",
    "            labels=score_b1.index,\n",
    "            pctdistance=0.75)\n",
    "plt.title(label= '     男1000米跑等级分布     ',\n",
    "          loc='center',\n",
    "          fontsize = 32, \n",
    "          color = 'black',# 字体颜色\n",
    "          weight = 'bold',\n",
    "          pad = 30 #标题和上边界的间隔\n",
    "         )\n",
    "\n",
    "plt.subplot(gs[:,1]) # 男引体-----------------------\n",
    "plt.pie(score_b2)\n",
    "_ = plt.pie(score_b2,autopct='%0.2f%%',\n",
    "            labels=score_b2.index,\n",
    "            pctdistance=0.75)\n",
    "plt.title(label= '     男引体等级分布     ',\n",
    "          loc='center',\n",
    "          fontsize = 32, \n",
    "          color = 'black',# 字体颜色\n",
    "          weight = 'bold',\n",
    "          pad = 30 #标题和上边界的间隔\n",
    "         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "b4ff7595",
   "metadata": {},
   "outputs": [],
   "source": [
    "score_g1 = pd.cut(score_g['女800米跑分数'],bins = [0,25,50,75,101],labels= ['[0,25)','[25,50)','[50,75)','[75,100]']).value_counts()\n",
    "score_g2 = pd.cut(score_g['女跳远分数'],bins = [0,25,50,75,101],labels= ['[0,25)','[25,50)','[50,75)','[75,100]']).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "1d29ff23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     女跳远成绩     ')"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1296 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画图\n",
    "plt.figure(figsize=(16,18))\n",
    "gs = gridspec.GridSpec(2,1) # 整张图片分成10份，10行\n",
    "plt.rcParams['font.family']  = 'KaiTi' # 全局设置，全都用楷体\n",
    "plt.rcParams['font.size']  = 18 # 全局设置，全都用楷体\n",
    "\n",
    "plt.subplot(gs[0,:]) # 女800米成绩-----------------------\n",
    "plt.bar(x = np.arange(4),\n",
    "        height= score_g1,\n",
    "        color = plt.cm.rainbow_r(np.linspace(0,1,score_g1.size)), # 颜色渐变，从0到1，分成salary.sizef份\n",
    "        alpha = 0.5\n",
    "       )\n",
    "plt.xticks([0,1,2,3],labels=['[0,25)','[25,50)','[50,75)','[75,100]'])\n",
    "for i in range(score_g1.size):\n",
    "    plt.text(x = i,y = score_g1.values[i]+5,s = round(score_g1.values[i],1),ha = 'center')\n",
    "plt.title(label= '     女800米成绩分布     ',\n",
    "          loc='center',\n",
    "          fontsize = 32, \n",
    "          color = 'black',# 字体颜色\n",
    "          weight = 'bold',\n",
    "          pad = 30 #标题和上边界的间隔\n",
    "         )\n",
    "\n",
    "plt.subplot(gs[1,:]) # 女跳远成绩-----------------------\n",
    "plt.bar(x = np.arange(4),\n",
    "        height= score_g2,\n",
    "        color = plt.cm.rainbow_r(np.linspace(0,1,score_g2.size)), # 颜色渐变，从0到1，分成salary.sizef份\n",
    "        alpha = 0.5\n",
    "       )\n",
    "plt.xticks([0,1,2,3],labels=['[0,25)','[25,50)','[50,75)','[75,100]'])\n",
    "for i in range(score_g2.size):\n",
    "    plt.text(x = i,y = score_g2.values[i]+5,s = round(score_g2.values[i],1),ha = 'center')\n",
    "plt.title(label= '     女跳远成绩     ',\n",
    "          loc='center',\n",
    "          fontsize = 32, \n",
    "          color = 'black',# 字体颜色\n",
    "          weight = 'bold',\n",
    "          pad = 30 #标题和上边界的间隔\n",
    "         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "75c5d21b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "cond = score_b['BMI'] == 0\n",
    "score_b['BMI'][score_b['BMI'] == 0] = np.nan\n",
    "score_bmi_b = pd.cut(score_b['BMI'],bins = [0,16.5,23.3,26.4,np.inf],labels= ['低体重','正常','超重','肥胖']).value_counts()\n",
    "\n",
    "score_bmi_g = pd.cut(score_g['BMI'],bins = [0,16.5,23.3,26.4,np.inf],labels= ['低体重','正常','超重','肥胖']).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "7ba2423e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '     男女生体重指数比例统计     ')"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,16))\n",
    "plt.pie(score_bmi_b,\n",
    "        textprops={'family':'KaiTi','size':18},\n",
    "        radius=1, # 饼图半径\n",
    "        wedgeprops={'linewidth':5, # 饼图内，每一块之间的间隔\n",
    "                    'width':0.3,   # 饼图的宽度\n",
    "                     'edgecolor':'white'}, # 间隔之间的颜色\n",
    "        # labels =score_bmi_b.index,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance = 0.85 # 调整标签显示位置\n",
    "       )\n",
    "\n",
    "plt.pie(score_bmi_g,\n",
    "        radius=0.7,\n",
    "        autopct='%0.2f%%',\n",
    "        pctdistance=0.55,\n",
    "        wedgeprops={'linewidth':5, # 饼图内，每一块之间的间隔\n",
    "                    'width':0.7,   # 饼图的宽度\n",
    "                     'edgecolor':'white'}, # 间隔之间的颜色\n",
    "        # labels = score_bmi_g.index\n",
    "       )\n",
    "plt.legend(['男正常','男超重','男肥胖','男低体重','女正常','女超重','女肥胖','女低体重'],title = '类别',fontsize=16)\n",
    "plt.title(label= '     男女生体重指数比例统计     ',\n",
    "          loc='center',\n",
    "          fontsize = 32, \n",
    "          color = 'black',# 字体颜色\n",
    "          weight = 'bold',\n",
    "          pad = 30 #标题和上边界的间隔\n",
    "         )"
   ]
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